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. Author manuscript; available in PMC: 2022 Oct 1.
Published in final edited form as: IEEE Trans Biomed Eng. 2021 Sep 20;68(10):3122–3130. doi: 10.1109/TBME.2021.3065218

TABLE V.

Results for classification into low, medium, and high levels of pain stimulation with all features (phasic, dphEDA, TVSymp, and MTVSymp)

B-Acc M-RMSE M-MAE
Zero-R 0.331 1.214 0.967
CDA 0.613 0.787 0.474
CDAPD 0.619 0.766 0.455
DDA 0.620 0.780 0.461
DDAPD 0.601 0.793 0.481
cvxEDA 0.584 0.767 0.459
R-SVM cvxEDAPD 0.597 0.781 0.480
sparsEDA 0.631 0.756 0.442
sparsEDAPD 0.624 0.740 0.439
DCM 0.601 0.789 0.480
DCMPD 0.614 0.786 0.471
sparsEDA Predicted
low medium high
low 81% 12% 7%
Known medium 28% 53% 19%
high 15% 30% 55%

B-ACC: Balanced accuracy, PD: phasic driver